Pandas Profiling Report

Dataset statistics

Number of variables	24
Number of observations	991320
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	189.1 MiB
Average record size in memory	200.0 B

Variable types

Categorical	4
Numeric	19
Boolean	1

Alerts

`height` is highly overall correlated with `weight` and 2 other fields	High correlation
`weight` is highly overall correlated with `height` and 3 other fields	High correlation
`waistline` is highly overall correlated with `weight`	High correlation
`sight_left` is highly overall correlated with `sight_right`	High correlation
`sight_right` is highly overall correlated with `sight_left`	High correlation
`SBP` is highly overall correlated with `DBP`	High correlation
`DBP` is highly overall correlated with `SBP`	High correlation
`tot_chole` is highly overall correlated with `LDL_chole`	High correlation
`LDL_chole` is highly overall correlated with `tot_chole`	High correlation
`hemoglobin` is highly overall correlated with `height` and 2 other fields	High correlation
`SGOT_AST` is highly overall correlated with `SGOT_ALT`	High correlation
`SGOT_ALT` is highly overall correlated with `SGOT_AST` and 1 other fields	High correlation
`gamma_GTP` is highly overall correlated with `SGOT_ALT`	High correlation
`sex` is highly overall correlated with `height` and 3 other fields	High correlation
`hear_left` is highly overall correlated with `hear_right`	High correlation
`hear_right` is highly overall correlated with `hear_left`	High correlation
`SMK_stat_type_cd` is highly overall correlated with `sex`	High correlation
`hear_left` is highly imbalanced (79.8%)	Imbalance
`hear_right` is highly imbalanced (80.3%)	Imbalance
`waistline` is highly skewed (γ1 = 26.7893172)	Skewed
`HDL_chole` is highly skewed (γ1 = 104.5785515)	Skewed
`serum_creatinine` is highly skewed (γ1 = 111.0212)	Skewed
`SGOT_AST` is highly skewed (γ1 = 150.4902033)	Skewed
`SGOT_ALT` is highly skewed (γ1 = 50.0384038)	Skewed

Reproduction

Analysis started	2023-12-18 20:26:54.537540
Analysis finished	2023-12-18 20:28:05.224955
Duration	1 minute and 10.69 seconds
Software version	ydata-profiling vv4.0.0
Download configuration	config.json

sex
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.1 MiB

Male	526399
Female	464921

Length

Max length	6
Median length	4
Mean length	4.9379837
Min length	4

Characters and Unicode

Total characters	4895122
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Male
2nd row	Male
3rd row	Male
4th row	Male
5th row	Male

Common Values

Value	Count	Frequency (%)
Male	526399	53.1%
Female	464921	46.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
male	526399	53.1%
female	464921	46.9%

Most occurring characters

Value	Count	Frequency (%)
e	1456241	29.7%
a	991320	20.3%
l	991320	20.3%
M	526399	10.8%
F	464921	9.5%
m	464921	9.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	3903802	79.7%
Uppercase Letter	991320	20.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	1456241	37.3%
a	991320	25.4%
l	991320	25.4%
m	464921	11.9%

Uppercase Letter

Value	Count	Frequency (%)
M	526399	53.1%
F	464921	46.9%

Most occurring scripts

Value	Count	Frequency (%)
Latin	4895122	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	1456241	29.7%
a	991320	20.3%
l	991320	20.3%
M	526399	10.8%
F	464921	9.5%
m	464921	9.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4895122	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	1456241	29.7%
a	991320	20.3%
l	991320	20.3%
M	526399	10.8%
F	464921	9.5%
m	464921	9.5%

age
Real number (ℝ)

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	47.614529

Minimum	20
Maximum	85
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.1 MiB

Quantile statistics

Minimum	20
5-th percentile	25
Q1	35
median	45
Q3	60
95-th percentile	70
Maximum	85
Range	65
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	14.181346
Coefficient of variation (CV)	0.29783654
Kurtosis	-0.57561122
Mean	47.614529
Median Absolute Deviation (MAD)	10
Skewness	0.15365228
Sum	47201235
Variance	201.11059
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
40	130381	13.2%
50	129430	13.1%
45	118353	11.9%
55	111221	11.2%
60	106062	10.7%
35	84722	8.5%
30	77598	7.8%
25	64369	6.5%
65	52957	5.3%
70	50666	5.1%
Other values (4)	65561	6.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20	21970	2.2%
25	64369	6.5%
30	77598	7.8%
35	84722	8.5%
40	130381	13.2%
45	118353	11.9%
50	129430	13.1%
55	111221	11.2%
60	106062	10.7%
65	52957	5.3%

Value	Count	Frequency (%)
85	3291	0.3%
80	14968	1.5%
75	25332	2.6%
70	50666	5.1%
65	52957	5.3%
60	106062	10.7%
55	111221	11.2%
50	129430	13.1%
45	118353	11.9%
40	130381	13.2%

height
Real number (ℝ)

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	162.24056

Minimum	130
Maximum	190
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.1 MiB

Quantile statistics

Minimum	130
5-th percentile	145
Q1	155
median	160
Q3	170
95-th percentile	175
Maximum	190
Range	60
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	9.282922
Coefficient of variation (CV)	0.057217023
Kurtosis	-0.53563938
Mean	162.24056
Median Absolute Deviation (MAD)	5
Skewness	-0.022721155
Sum	1.6083232 × 10⁸
Variance	86.172641
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
160	181806	18.3%
165	178224	18.0%
170	166319	16.8%
155	165676	16.7%
150	107927	10.9%
175	98849	10.0%
145	39175	4.0%
180	35967	3.6%
140	9099	0.9%
185	6588	0.7%
Other values (3)	1690	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
130	86	< 0.1%
135	1241	0.1%
140	9099	0.9%
145	39175	4.0%
150	107927	10.9%
155	165676	16.7%
160	181806	18.3%
165	178224	18.0%
170	166319	16.8%
175	98849	10.0%

Value	Count	Frequency (%)
190	363	< 0.1%
185	6588	0.7%
180	35967	3.6%
175	98849	10.0%
170	166319	16.8%
165	178224	18.0%
160	181806	18.3%
155	165676	16.7%
150	107927	10.9%
145	39175	4.0%

weight
Real number (ℝ)

Distinct	24
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	63.283884

Minimum	25
Maximum	140
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.1 MiB

Quantile statistics

Minimum	25
5-th percentile	45
Q1	55
median	60
Q3	70
95-th percentile	85
Maximum	140
Range	115
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	12.514101
Coefficient of variation (CV)	0.19774547
Kurtosis	0.35920714
Mean	63.283884
Median Absolute Deviation (MAD)	10
Skewness	0.57653665
Sum	62734580
Variance	156.60273
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
60	151132	15.2%
55	150412	15.2%
65	141237	14.2%
50	125076	12.6%
70	122277	12.3%
75	90205	9.1%
45	63046	6.4%
80	58175	5.9%
85	33706	3.4%
90	18250	1.8%
Other values (14)	37804	3.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
25	9	< 0.1%
30	157	< 0.1%
35	1948	0.2%
40	16639	1.7%
45	63046	6.4%
50	125076	12.6%
55	150412	15.2%
60	151132	15.2%
65	141237	14.2%
70	122277	12.3%

Value	Count	Frequency (%)
140	3	< 0.1%
135	5	< 0.1%
130	43	< 0.1%
125	80	< 0.1%
120	236	< 0.1%
115	573	0.1%
110	1177	0.1%
105	2453	0.2%
100	4829	0.5%
95	9652	1.0%

waistline
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	737
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	81.233255

Minimum	8
Maximum	999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.1 MiB

Quantile statistics

Minimum	8
5-th percentile	66
Q1	74.1
median	81
Q3	87.8
95-th percentile	97
Maximum	999
Range	991
Interquartile range (IQR)	13.7

Descriptive statistics

Standard deviation	11.850296
Coefficient of variation (CV)	0.14587986
Kurtosis	2066.8865
Mean	81.233255
Median Absolute Deviation (MAD)	6.8
Skewness	26.789317
Sum	80528150
Variance	140.4295
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	37790	3.8%
81	34603	3.5%
82	34022	3.4%
84	33912	3.4%
86	32722	3.3%
83	32280	3.3%
76	31252	3.2%
78	30831	3.1%
85	30625	3.1%
79	28853	2.9%
Other values (727)	664430	67.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	1	< 0.1%
27	1	< 0.1%
30	2	< 0.1%
32	3	< 0.1%
35	2	< 0.1%
40	1	< 0.1%
42	1	< 0.1%
43	1	< 0.1%
48	1	< 0.1%
49	1	< 0.1%

Value	Count	Frequency (%)
999	57	< 0.1%
149.1	1	< 0.1%
145	1	< 0.1%
140	1	< 0.1%
138	1	< 0.1%
136.8	1	< 0.1%
136	2	< 0.1%
135	1	< 0.1%
134	3	< 0.1%
133	1	< 0.1%

sight_left
Real number (ℝ)

Distinct	24
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.98083343

Minimum	0.1
Maximum	9.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.1 MiB

Quantile statistics

Minimum	0.1
5-th percentile	0.4
Q1	0.7
median	1
Q3	1.2
95-th percentile	1.5
Maximum	9.9
Range	9.8
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.60595384
Coefficient of variation (CV)	0.61779485
Kurtosis	144.94852
Mean	0.98083343
Median Absolute Deviation (MAD)	0.2
Skewness	9.9946306
Sum	972319.8
Variance	0.36718006
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
1	201412	20.3%
1.2	188455	19.0%
1.5	121710	12.3%
0.9	105293	10.6%
0.8	99911	10.1%
0.7	83747	8.4%
0.6	53643	5.4%
0.5	51895	5.2%
0.4	30743	3.1%
0.3	20387	2.1%
Other values (14)	34124	3.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	9503	1.0%
0.2	12255	1.2%
0.3	20387	2.1%
0.4	30743	3.1%
0.5	51895	5.2%
0.6	53643	5.4%
0.7	83747	8.4%
0.8	99911	10.1%
0.9	105293	10.6%
1	201412	20.3%

Value	Count	Frequency (%)
9.9	3118	0.3%
2.5	7	< 0.1%
2.2	2	< 0.1%
2.1	3	< 0.1%
2	8451	0.9%
1.9	32	< 0.1%
1.8	25	< 0.1%
1.7	14	< 0.1%
1.6	371	< 0.1%
1.5	121710	12.3%

sight_right
Real number (ℝ)

Distinct	24
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.97842785

Minimum	0.1
Maximum	9.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.1 MiB

Quantile statistics

Minimum	0.1
5-th percentile	0.4
Q1	0.7
median	1
Q3	1.2
95-th percentile	1.5
Maximum	9.9
Range	9.8
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.60477905
Coefficient of variation (CV)	0.61811307
Kurtosis	145.92166
Mean	0.97842785
Median Absolute Deviation (MAD)	0.2
Skewness	10.033672
Sum	969935.1
Variance	0.36575769
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
1	204488	20.6%
1.2	187261	18.9%
1.5	120614	12.2%
0.9	106182	10.7%
0.8	98777	10.0%
0.7	84164	8.5%
0.6	53238	5.4%
0.5	50803	5.1%
0.4	31318	3.2%
0.3	20090	2.0%
Other values (14)	34385	3.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	10027	1.0%
0.2	13001	1.3%
0.3	20090	2.0%
0.4	31318	3.2%
0.5	50803	5.1%
0.6	53238	5.4%
0.7	84164	8.5%
0.8	98777	10.0%
0.9	106182	10.7%
1	204488	20.6%

Value	Count	Frequency (%)
9.9	3111	0.3%
2.5	10	< 0.1%
2.2	1	< 0.1%
2.1	10	< 0.1%
2	7363	0.7%
1.9	21	< 0.1%
1.8	32	< 0.1%
1.7	24	< 0.1%
1.6	390	< 0.1%
1.5	120614	12.2%

hear_left
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.1 MiB

1.0	960098
2.0	31222

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	2973960
Distinct characters	4
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	960098	96.9%
2.0	31222	3.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	960098	96.9%
2.0	31222	3.1%

Most occurring characters

Value	Count	Frequency (%)
.	991320	33.3%
0	991320	33.3%
1	960098	32.3%
2	31222	1.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1982640	66.7%
Other Punctuation	991320	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	991320	50.0%
1	960098	48.4%
2	31222	1.6%

Other Punctuation

Value	Count	Frequency (%)
.	991320	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2973960	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	991320	33.3%
0	991320	33.3%
1	960098	32.3%
2	31222	1.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2973960	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	991320	33.3%
0	991320	33.3%
1	960098	32.3%
2	31222	1.0%

hear_right
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.1 MiB

1.0	961109
2.0	30211

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	2973960
Distinct characters	4
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	961109	97.0%
2.0	30211	3.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	961109	97.0%
2.0	30211	3.0%

Most occurring characters

Value	Count	Frequency (%)
.	991320	33.3%
0	991320	33.3%
1	961109	32.3%
2	30211	1.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1982640	66.7%
Other Punctuation	991320	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	991320	50.0%
1	961109	48.5%
2	30211	1.5%

Other Punctuation

Value	Count	Frequency (%)
.	991320	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2973960	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	991320	33.3%
0	991320	33.3%
1	961109	32.3%
2	30211	1.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2973960	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	991320	33.3%
0	991320	33.3%
1	961109	32.3%
2	30211	1.0%

SBP
Real number (ℝ)

Distinct	171
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	122.43236

Minimum	67
Maximum	273
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.1 MiB

Quantile statistics

Minimum	67
5-th percentile	100
Q1	112
median	120
Q3	131
95-th percentile	148
Maximum	273
Range	206
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	14.543083
Coefficient of variation (CV)	0.11878463
Kurtosis	0.9965739
Mean	122.43236
Median Absolute Deviation (MAD)	10
Skewness	0.48203506
Sum	1.2136965 × 10⁸
Variance	211.50126
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
120	78780	7.9%
110	72193	7.3%
130	71709	7.2%
118	40078	4.0%
100	30828	3.1%
138	24425	2.5%
119	24166	2.4%
128	23765	2.4%
124	22224	2.2%
116	22177	2.2%
Other values (161)	580975	58.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
67	1	< 0.1%
70	3	< 0.1%
72	1	< 0.1%
73	4	< 0.1%
74	3	< 0.1%
75	8	< 0.1%
76	7	< 0.1%
77	6	< 0.1%
78	11	< 0.1%
79	6	< 0.1%

Value	Count	Frequency (%)
273	1	< 0.1%
270	1	< 0.1%
255	1	< 0.1%
253	1	< 0.1%
244	1	< 0.1%
241	1	< 0.1%
240	1	< 0.1%
238	1	< 0.1%
236	1	< 0.1%
235	1	< 0.1%

DBP
Real number (ℝ)

Distinct	127
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	76.052549

Minimum	32
Maximum	185
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.1 MiB

Quantile statistics

Minimum	32
5-th percentile	60
Q1	70
median	76
Q3	82
95-th percentile	92
Maximum	185
Range	153
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	9.8893341
Coefficient of variation (CV)	0.13003291
Kurtosis	0.89146188
Mean	76.052549
Median Absolute Deviation (MAD)	6
Skewness	0.40001311
Sum	75392413
Variance	97.798928
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	123151	12.4%
70	111694	11.3%
78	44624	4.5%
60	41252	4.2%
72	33644	3.4%
75	32574	3.3%
76	31976	3.2%
74	31773	3.2%
82	27195	2.7%
90	25959	2.6%
Other values (117)	487478	49.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
32	1	< 0.1%
33	1	< 0.1%
34	1	< 0.1%
36	2	< 0.1%
37	3	< 0.1%
38	1	< 0.1%
39	3	< 0.1%
40	14	< 0.1%
41	7	< 0.1%
42	12	< 0.1%

Value	Count	Frequency (%)
185	1	< 0.1%
181	1	< 0.1%
180	1	< 0.1%
170	1	< 0.1%
164	1	< 0.1%
163	1	< 0.1%
160	2	< 0.1%
156	2	< 0.1%
154	2	< 0.1%
153	2	< 0.1%

BLDS
Real number (ℝ)

Distinct	498
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	100.4243

Minimum	25
Maximum	852
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.1 MiB

Quantile statistics

Minimum	25
5-th percentile	79
Q1	88
median	96
Q3	105
95-th percentile	137
Maximum	852
Range	827
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	24.179852
Coefficient of variation (CV)	0.24077689
Kurtosis	40.472198
Mean	100.4243
Median Absolute Deviation (MAD)	8
Skewness	4.6174953
Sum	99552622
Variance	584.66522
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
93	35243	3.6%
92	35226	3.6%
95	35190	3.5%
94	35173	3.5%
91	34388	3.5%
96	33811	3.4%
90	33754	3.4%
97	32980	3.3%
89	32178	3.2%
98	31902	3.2%
Other values (488)	651475	65.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
25	1	< 0.1%
30	1	< 0.1%
32	1	< 0.1%
33	2	< 0.1%
34	2	< 0.1%
36	2	< 0.1%
37	1	< 0.1%
38	4	< 0.1%
39	1	< 0.1%
40	1	< 0.1%

Value	Count	Frequency (%)
852	1	< 0.1%
801	1	< 0.1%
800	1	< 0.1%
784	1	< 0.1%
769	1	< 0.1%
741	1	< 0.1%
685	1	< 0.1%
663	1	< 0.1%
638	1	< 0.1%
629	2	< 0.1%

tot_chole
Real number (ℝ)

Distinct	474
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	195.55677

Minimum	30
Maximum	2344
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.1 MiB

Quantile statistics

Minimum	30
5-th percentile	137
Q1	169
median	193
Q3	219
95-th percentile	261
Maximum	2344
Range	2314
Interquartile range (IQR)	50

Descriptive statistics

Standard deviation	38.660092
Coefficient of variation (CV)	0.19769243
Kurtosis	49.464044
Mean	195.55677
Median Absolute Deviation (MAD)	25
Skewness	1.5569267
Sum	1.9385934 × 10⁸
Variance	1494.6027
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
199	11077	1.1%
184	10871	1.1%
189	10857	1.1%
190	10825	1.1%
188	10795	1.1%
197	10775	1.1%
192	10746	1.1%
187	10746	1.1%
196	10723	1.1%
186	10717	1.1%
Other values (464)	883188	89.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
30	1	< 0.1%
45	1	< 0.1%
54	1	< 0.1%
55	1	< 0.1%
57	3	< 0.1%
58	1	< 0.1%
59	1	< 0.1%
60	1	< 0.1%
62	1	< 0.1%
63	2	< 0.1%

Value	Count	Frequency (%)
2344	1	< 0.1%
2196	1	< 0.1%
2067	1	< 0.1%
2046	1	< 0.1%
2033	1	< 0.1%
1815	1	< 0.1%
1736	1	< 0.1%
1619	1	< 0.1%
1605	1	< 0.1%
1575	1	< 0.1%

HDL_chole
Real number (ℝ)

Distinct	223
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	56.936984

Minimum	1
Maximum	8110
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.1 MiB

Quantile statistics

Minimum	1
5-th percentile	36
Q1	46
median	55
Q3	66
95-th percentile	84
Maximum	8110
Range	8109
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	17.238578
Coefficient of variation (CV)	0.30276592
Kurtosis	48094.305
Mean	56.936984
Median Absolute Deviation (MAD)	10
Skewness	104.57855
Sum	56442771
Variance	297.16858
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50	29602	3.0%
52	28333	2.9%
53	28323	2.9%
51	28124	2.8%
54	27952	2.8%
49	27868	2.8%
48	27427	2.8%
55	27091	2.7%
56	26827	2.7%
47	26475	2.7%
Other values (213)	713298	72.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	3	< 0.1%
2	7	< 0.1%
3	3	< 0.1%
4	5	< 0.1%
5	2	< 0.1%
6	6	< 0.1%
7	12	< 0.1%
8	6	< 0.1%
9	11	< 0.1%
10	15	< 0.1%

Value	Count	Frequency (%)
8110	1	< 0.1%
1206	1	< 0.1%
933	1	< 0.1%
797	1	< 0.1%
727	1	< 0.1%
701	1	< 0.1%
697	1	< 0.1%
677	1	< 0.1%
658	1	< 0.1%
636	1	< 0.1%

LDL_chole
Real number (ℝ)

Distinct	432
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	113.03743

Minimum	1
Maximum	5119
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.1 MiB

Quantile statistics

Minimum	1
5-th percentile	60
Q1	89
median	111
Q3	135
95-th percentile	172
Maximum	5119
Range	5118
Interquartile range (IQR)	46

Descriptive statistics

Standard deviation	35.842938
Coefficient of variation (CV)	0.31708911
Kurtosis	481.28899
Mean	113.03743
Median Absolute Deviation (MAD)	23
Skewness	5.2518298
Sum	1.1205626 × 10⁸
Variance	1284.7162
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
109	11823	1.2%
104	11795	1.2%
107	11782	1.2%
110	11773	1.2%
102	11738	1.2%
112	11656	1.2%
115	11631	1.2%
108	11611	1.2%
105	11607	1.2%
106	11597	1.2%
Other values (422)	874307	88.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	81	< 0.1%
2	13	< 0.1%
3	13	< 0.1%
4	11	< 0.1%
5	20	< 0.1%
6	23	< 0.1%
7	29	< 0.1%
8	40	< 0.1%
9	31	< 0.1%
10	39	< 0.1%

Value	Count	Frequency (%)
5119	1	< 0.1%
2254	1	< 0.1%
2114	1	< 0.1%
2111	1	< 0.1%
2043	1	< 0.1%
2026	1	< 0.1%
1933	1	< 0.1%
1798	1	< 0.1%
1750	1	< 0.1%
1696	1	< 0.1%

triglyceride
Real number (ℝ)

Distinct	1657
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	132.14003

Minimum	1
Maximum	9490
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.1 MiB

Quantile statistics

Minimum	1
5-th percentile	46
Q1	73
median	106
Q3	159
95-th percentile	297
Maximum	9490
Range	9489
Interquartile range (IQR)	86

Descriptive statistics

Standard deviation	102.19476
Coefficient of variation (CV)	0.77338231
Kurtosis	175.40489
Mean	132.14003
Median Absolute Deviation (MAD)	39
Skewness	6.5297759
Sum	1.3099306 × 10⁸
Variance	10443.769
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
72	8236	0.8%
78	8207	0.8%
79	8178	0.8%
69	8139	0.8%
70	8131	0.8%
76	8122	0.8%
68	8120	0.8%
82	8101	0.8%
75	8096	0.8%
77	8095	0.8%
Other values (1647)	909895	91.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	4	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	2	< 0.1%
5	2	< 0.1%
6	2	< 0.1%
7	10	< 0.1%
8	7	< 0.1%
9	11	< 0.1%
10	8	< 0.1%

Value	Count	Frequency (%)
9490	1	< 0.1%
6430	1	< 0.1%
6173	1	< 0.1%
5236	1	< 0.1%
4164	1	< 0.1%
4000	1	< 0.1%
3858	1	< 0.1%
3848	1	< 0.1%
3830	1	< 0.1%
3771	1	< 0.1%

hemoglobin
Real number (ℝ)

Distinct	190
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.22981

Minimum	1
Maximum	25
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.1 MiB

Quantile statistics

Minimum	1
5-th percentile	11.7
Q1	13.2
median	14.3
Q3	15.4
95-th percentile	16.6
Maximum	25
Range	24
Interquartile range (IQR)	2.2

Descriptive statistics

Standard deviation	1.5849241
Coefficient of variation (CV)	0.11138055
Kurtosis	0.71141536
Mean	14.22981
Median Absolute Deviation (MAD)	1.1
Skewness	-0.38398384
Sum	14106296
Variance	2.5119845
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13.5	23297	2.4%
14	23108	2.3%
13.6	23092	2.3%
13.4	22946	2.3%
13.8	22779	2.3%
13.3	22734	2.3%
13.9	22635	2.3%
15	22598	2.3%
13.7	22591	2.3%
14.8	22181	2.2%
Other values (180)	763359	77.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	3	< 0.1%
2.8	1	< 0.1%
3.7	3	< 0.1%
3.8	1	< 0.1%
3.9	3	< 0.1%
4	4	< 0.1%
4.1	2	< 0.1%
4.2	4	< 0.1%
4.3	3	< 0.1%
4.4	2	< 0.1%

Value	Count	Frequency (%)
25	2	< 0.1%
24.2	1	< 0.1%
23.9	1	< 0.1%
23.6	1	< 0.1%
23.3	1	< 0.1%
22.7	1	< 0.1%
22.1	1	< 0.1%
22	1	< 0.1%
21.8	1	< 0.1%
21.7	2	< 0.1%

urine_protein
Real number (ℝ)

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0942208

Minimum	1
Maximum	6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.1 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	1
95-th percentile	2
Maximum	6
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4377188
Coefficient of variation (CV)	0.40002785
Kurtosis	36.901752
Mean	1.0942208
Median Absolute Deviation (MAD)	0
Skewness	5.6726644
Sum	1084723
Variance	0.19159775
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
1	935153	94.3%
2	30848	3.1%
3	16403	1.7%
4	6427	0.6%
5	1977	0.2%
6	512	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	935153	94.3%
2	30848	3.1%
3	16403	1.7%
4	6427	0.6%
5	1977	0.2%
6	512	0.1%

Value	Count	Frequency (%)
6	512	0.1%
5	1977	0.2%
4	6427	0.6%
3	16403	1.7%
2	30848	3.1%
1	935153	94.3%

serum_creatinine
Real number (ℝ)

Distinct	183
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.86046665

Minimum	0.1
Maximum	98
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.1 MiB

Quantile statistics

Minimum	0.1
5-th percentile	0.6
Q1	0.7
median	0.8
Q3	1
95-th percentile	1.2
Maximum	98
Range	97.9
Interquartile range (IQR)	0.3

Descriptive statistics

Standard deviation	0.48053586
Coefficient of variation (CV)	0.5584596
Kurtosis	19089.466
Mean	0.86046665
Median Absolute Deviation (MAD)	0.1
Skewness	111.0212
Sum	852997.8
Variance	0.23091471
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.8	194897	19.7%
0.9	180618	18.2%
0.7	164290	16.6%
1	140739	14.2%
0.6	109235	11.0%
1.1	86353	8.7%
1.2	40744	4.1%
0.5	38930	3.9%
1.3	15159	1.5%
0.4	6050	0.6%
Other values (173)	14305	1.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	425	< 0.1%
0.2	99	< 0.1%
0.3	597	0.1%
0.4	6050	0.6%
0.5	38930	3.9%
0.6	109235	11.0%
0.7	164290	16.6%
0.8	194897	19.7%
0.9	180618	18.2%
1	140739	14.2%

Value	Count	Frequency (%)
98	2	< 0.1%
96	2	< 0.1%
95	1	< 0.1%
94	1	< 0.1%
93	1	< 0.1%
87	1	< 0.1%
85	1	< 0.1%
81	1	< 0.1%
80	1	< 0.1%
79	1	< 0.1%

SGOT_AST
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	568
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.989424

Minimum	1
Maximum	9999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.1 MiB

Quantile statistics

Minimum	1
5-th percentile	15
Q1	19
median	23
Q3	28
95-th percentile	46
Maximum	9999
Range	9998
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	23.493668
Coefficient of variation (CV)	0.90397032
Kurtosis	50431.549
Mean	25.989424
Median Absolute Deviation (MAD)	5
Skewness	150.4902
Sum	25763836
Variance	551.95244
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20	64899	6.5%
21	63843	6.4%
19	62843	6.3%
22	61195	6.2%
18	58422	5.9%
23	57641	5.8%
24	52473	5.3%
17	50159	5.1%
25	47304	4.8%
26	41665	4.2%
Other values (558)	430876	43.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	14	< 0.1%
2	19	< 0.1%
3	16	< 0.1%
4	28	< 0.1%
5	39	< 0.1%
6	70	< 0.1%
7	131	< 0.1%
8	297	< 0.1%
9	580	0.1%
10	1708	0.2%

Value	Count	Frequency (%)
9999	1	< 0.1%
7000	2	< 0.1%
3742	1	< 0.1%
3440	1	< 0.1%
3235	1	< 0.1%
2670	1	< 0.1%
1962	1	< 0.1%
1911	1	< 0.1%
1870	1	< 0.1%
1686	1	< 0.1%

SGOT_ALT
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	594
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.755148

Minimum	1
Maximum	7210
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.1 MiB

Quantile statistics

Minimum	1
5-th percentile	10
Q1	15
median	20
Q3	29
95-th percentile	59
Maximum	7210
Range	7209
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	26.30891
Coefficient of variation (CV)	1.021501
Kurtosis	8615.7629
Mean	25.755148
Median Absolute Deviation (MAD)	7
Skewness	50.038404
Sum	25531593
Variance	692.15873
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15	47840	4.8%
16	47260	4.8%
14	47173	4.8%
17	46075	4.6%
18	44335	4.5%
13	44022	4.4%
19	41893	4.2%
12	40938	4.1%
20	38803	3.9%
21	36255	3.7%
Other values (584)	556726	56.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	31	< 0.1%
2	60	< 0.1%
3	186	< 0.1%
4	567	0.1%
5	1636	0.2%
6	3259	0.3%
7	6591	0.7%
8	12212	1.2%
9	18937	1.9%
10	31707	3.2%

Value	Count	Frequency (%)
7210	1	< 0.1%
4633	1	< 0.1%
3807	1	< 0.1%
3517	1	< 0.1%
3307	1	< 0.1%
2981	1	< 0.1%
2698	1	< 0.1%
2535	1	< 0.1%
2530	1	< 0.1%
2309	1	< 0.1%

gamma_GTP
Real number (ℝ)

Distinct	940
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	37.136152

Minimum	1
Maximum	999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.1 MiB

Quantile statistics

Minimum	1
5-th percentile	10
Q1	16
median	23
Q3	39
95-th percentile	105
Maximum	999
Range	998
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	50.423811
Coefficient of variation (CV)	1.3578093
Kurtosis	97.046238
Mean	37.136152
Median Absolute Deviation (MAD)	9
Skewness	7.718657
Sum	36813810
Variance	2542.5608
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14	41157	4.2%
15	40932	4.1%
13	39919	4.0%
16	39750	4.0%
17	37763	3.8%
12	36681	3.7%
18	35756	3.6%
19	33417	3.4%
11	31564	3.2%
20	31362	3.2%
Other values (930)	623019	62.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	16	< 0.1%
2	31	< 0.1%
3	206	< 0.1%
4	239	< 0.1%
5	621	0.1%
6	1623	0.2%
7	3493	0.4%
8	8202	0.8%
9	14181	1.4%
10	25642	2.6%

Value	Count	Frequency (%)
999	239	< 0.1%
998	1	< 0.1%
997	1	< 0.1%
996	2	< 0.1%
994	2	< 0.1%
993	4	< 0.1%
992	2	< 0.1%
991	1	< 0.1%
990	5	< 0.1%
989	2	< 0.1%

SMK_stat_type_cd
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.1 MiB

1.0	602431
3.0	213945
2.0	174944

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	2973960
Distinct characters	5
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	3.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	602431	60.8%
3.0	213945	21.6%
2.0	174944	17.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	602431	60.8%
3.0	213945	21.6%
2.0	174944	17.6%

Most occurring characters

Value	Count	Frequency (%)
.	991320	33.3%
0	991320	33.3%
1	602431	20.3%
3	213945	7.2%
2	174944	5.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1982640	66.7%
Other Punctuation	991320	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	991320	50.0%
1	602431	30.4%
3	213945	10.8%
2	174944	8.8%

Other Punctuation

Value	Count	Frequency (%)
.	991320	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2973960	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	991320	33.3%
0	991320	33.3%
1	602431	20.3%
3	213945	7.2%
2	174944	5.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2973960	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	991320	33.3%
0	991320	33.3%
1	602431	20.3%
3	213945	7.2%
2	174944	5.9%

DRK_YN
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.5 MiB

False	495844
True	495476

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	495844	50.0%
True	495476	50.0%

Auto

Heatmap
Table

	age	height	weight	waistline	sight_left	sight_right	SBP	DBP	BLDS	tot_chole	HDL_chole	LDL_chole	triglyceride	hemoglobin	urine_protein	serum_creatinine	SGOT_AST	SGOT_ALT	gamma_GTP	sex	hear_left	hear_right	SMK_stat_type_cd	DRK_YN
age	1.000	-0.385	-0.173	0.165	-0.387	-0.380	0.262	0.119	0.254	0.024	-0.114	0.039	0.127	-0.180	0.024	0.001	0.207	0.067	0.059	0.127	0.241	0.235	0.144	0.291
height	-0.385	1.000	0.680	0.342	0.273	0.275	0.056	0.117	0.045	-0.020	-0.190	-0.009	0.150	0.585	0.009	0.462	0.083	0.247	0.323	0.744	0.099	0.100	0.361	0.375
weight	-0.173	0.680	1.000	0.781	0.171	0.172	0.264	0.277	0.202	0.065	-0.348	0.079	0.352	0.546	0.025	0.419	0.213	0.441	0.462	0.588	0.050	0.051	0.282	0.260
waistline	0.165	0.342	0.781	1.000	-0.012	-0.009	0.350	0.303	0.286	0.079	-0.381	0.087	0.415	0.394	0.042	0.312	0.278	0.453	0.471	0.043	0.003	0.003	0.023	0.016
sight_left	-0.387	0.273	0.171	-0.012	1.000	0.717	-0.091	-0.013	-0.085	0.020	0.009	0.017	-0.008	0.181	-0.022	0.087	-0.041	0.040	0.044	0.143	0.078	0.075	0.070	0.132
sight_right	-0.380	0.275	0.172	-0.009	0.717	1.000	-0.088	-0.010	-0.084	0.021	0.005	0.018	-0.006	0.183	-0.023	0.090	-0.038	0.042	0.046	0.147	0.076	0.076	0.071	0.132
SBP	0.262	0.056	0.264	0.350	-0.091	-0.088	1.000	0.725	0.243	0.071	-0.141	0.039	0.251	0.184	0.040	0.132	0.203	0.232	0.278	0.203	0.053	0.055	0.091	0.050
DBP	0.119	0.117	0.277	0.303	-0.013	-0.010	0.725	1.000	0.192	0.112	-0.117	0.072	0.247	0.249	0.031	0.137	0.183	0.232	0.288	0.194	0.007	0.008	0.098	0.093
BLDS	0.254	0.045	0.202	0.286	-0.085	-0.084	0.243	0.192	1.000	0.046	-0.151	0.008	0.263	0.132	0.054	0.127	0.148	0.228	0.279	0.115	0.046	0.047	0.075	0.014
tot_chole	0.024	-0.020	0.065	0.079	0.020	0.021	0.071	0.112	0.046	1.000	0.158	0.887	0.275	0.115	-0.008	0.025	0.103	0.126	0.156	0.016	0.003	0.005	0.006	0.008
HDL_chole	-0.114	-0.190	-0.348	-0.381	0.009	0.005	-0.141	-0.117	-0.151	0.158	1.000	-0.042	-0.469	-0.241	-0.024	-0.227	-0.104	-0.249	-0.222	0.001	0.000	0.000	0.000	0.000
LDL_chole	0.039	-0.009	0.079	0.087	0.017	0.018	0.039	0.072	0.008	0.887	-0.042	1.000	0.109	0.106	-0.014	0.044	0.055	0.090	0.074	0.000	0.000	0.003	0.002	0.000
triglyceride	0.127	0.150	0.352	0.415	-0.008	-0.006	0.251	0.247	0.263	0.275	-0.469	0.109	1.000	0.296	0.030	0.189	0.223	0.361	0.449	0.029	0.001	0.000	0.024	0.025
hemoglobin	-0.180	0.585	0.546	0.394	0.181	0.183	0.184	0.249	0.132	0.115	-0.241	0.106	0.296	1.000	0.017	0.458	0.243	0.418	0.468	0.621	0.035	0.036	0.311	0.280
urine_protein	0.024	0.009	0.025	0.042	-0.022	-0.023	0.040	0.031	0.054	-0.008	-0.024	-0.014	0.030	0.017	1.000	0.037	0.025	0.021	0.038	0.020	0.021	0.019	0.014	0.017
serum_creatinine	0.001	0.462	0.419	0.312	0.087	0.090	0.132	0.137	0.127	0.025	-0.227	0.044	0.189	0.458	0.037	1.000	0.182	0.246	0.321	0.008	0.002	0.000	0.003	0.006
SGOT_AST	0.207	0.083	0.213	0.278	-0.041	-0.038	0.203	0.183	0.148	0.103	-0.104	0.055	0.223	0.243	0.025	0.182	1.000	0.731	0.463	0.001	0.000	0.000	0.001	0.001
SGOT_ALT	0.067	0.247	0.441	0.453	0.040	0.042	0.232	0.232	0.228	0.126	-0.249	0.090	0.361	0.418	0.021	0.246	0.731	1.000	0.619	0.002	0.000	0.000	0.002	0.000
gamma_GTP	0.059	0.323	0.462	0.471	0.044	0.046	0.278	0.288	0.279	0.156	-0.222	0.074	0.449	0.468	0.038	0.321	0.463	0.619	1.000	0.164	0.006	0.007	0.121	0.153
sex	0.127	0.744	0.588	0.043	0.143	0.147	0.203	0.194	0.115	0.016	0.001	0.000	0.029	0.621	0.020	0.008	0.001	0.002	0.164	1.000	0.003	0.000	0.643	0.369
hear_left	0.241	0.099	0.050	0.003	0.078	0.076	0.053	0.007	0.046	0.003	0.000	0.000	0.001	0.035	0.021	0.002	0.000	0.000	0.006	0.003	1.000	0.537	0.032	0.058
hear_right	0.235	0.100	0.051	0.003	0.075	0.076	0.055	0.008	0.047	0.005	0.000	0.003	0.000	0.036	0.019	0.000	0.000	0.000	0.007	0.000	0.537	1.000	0.031	0.058
SMK_stat_type_cd	0.144	0.361	0.282	0.023	0.070	0.071	0.091	0.098	0.075	0.006	0.000	0.002	0.024	0.311	0.014	0.003	0.001	0.002	0.121	0.643	0.032	0.031	1.000	0.365
DRK_YN	0.291	0.375	0.260	0.016	0.132	0.132	0.050	0.093	0.014	0.008	0.000	0.000	0.025	0.280	0.017	0.006	0.001	0.000	0.153	0.369	0.058	0.058	0.365	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	sex	age	height	weight	waistline	sight_left	sight_right	hear_left	hear_right	SBP	DBP	BLDS	tot_chole	HDL_chole	LDL_chole	triglyceride	hemoglobin	urine_protein	serum_creatinine	SGOT_AST	SGOT_ALT	gamma_GTP	SMK_stat_type_cd	DRK_YN
0	Male	35	170	75	90.0	1.0	1.0	1.0	1.0	120.0	80.0	99.0	193.0	48.0	126.0	92.0	17.1	1.0	1.0	21.0	35.0	40.0	1.0	Y
1	Male	30	180	80	89.0	0.9	1.2	1.0	1.0	130.0	82.0	106.0	228.0	55.0	148.0	121.0	15.8	1.0	0.9	20.0	36.0	27.0	3.0	N
2	Male	40	165	75	91.0	1.2	1.5	1.0	1.0	120.0	70.0	98.0	136.0	41.0	74.0	104.0	15.8	1.0	0.9	47.0	32.0	68.0	1.0	N
3	Male	50	175	80	91.0	1.5	1.2	1.0	1.0	145.0	87.0	95.0	201.0	76.0	104.0	106.0	17.6	1.0	1.1	29.0	34.0	18.0	1.0	N
4	Male	50	165	60	80.0	1.0	1.2	1.0	1.0	138.0	82.0	101.0	199.0	61.0	117.0	104.0	13.8	1.0	0.8	19.0	12.0	25.0	1.0	N
5	Male	50	165	55	75.0	1.2	1.5	1.0	1.0	142.0	92.0	99.0	218.0	77.0	95.0	232.0	13.8	3.0	0.8	29.0	40.0	37.0	3.0	Y
6	Female	45	150	55	69.0	0.5	0.4	1.0	1.0	101.0	58.0	89.0	196.0	66.0	115.0	75.0	12.3	1.0	0.8	19.0	12.0	12.0	1.0	N
7	Male	35	175	65	84.2	1.2	1.0	1.0	1.0	132.0	80.0	94.0	185.0	58.0	107.0	101.0	14.4	1.0	0.8	18.0	18.0	35.0	3.0	Y
8	Male	55	170	75	84.0	1.2	0.9	1.0	1.0	145.0	85.0	104.0	217.0	56.0	141.0	100.0	15.1	1.0	0.8	32.0	23.0	26.0	1.0	Y
9	Male	40	175	75	82.0	1.5	1.5	1.0	1.0	132.0	105.0	100.0	195.0	60.0	118.0	83.0	13.9	1.0	0.9	21.0	38.0	16.0	2.0	Y

	sex	age	height	weight	waistline	sight_left	sight_right	hear_left	hear_right	SBP	DBP	BLDS	tot_chole	HDL_chole	LDL_chole	triglyceride	hemoglobin	urine_protein	serum_creatinine	SGOT_AST	SGOT_ALT	gamma_GTP	SMK_stat_type_cd	DRK_YN
991336	Male	80	170	60	74.0	1.0	0.9	1.0	1.0	139.0	83.0	109.0	171.0	75.0	84.0	57.0	12.0	1.0	1.2	18.0	11.0	15.0	2.0	Y
991337	Female	35	165	70	81.0	1.0	1.0	1.0	1.0	113.0	69.0	81.0	173.0	63.0	92.0	88.0	13.3	1.0	0.7	20.0	17.0	12.0	1.0	N
991338	Male	20	175	65	74.5	1.0	1.5	1.0	1.0	105.0	70.0	87.0	211.0	72.0	120.0	92.0	15.4	1.0	0.8	25.0	26.0	50.0	2.0	Y
991339	Male	70	165	60	78.0	0.9	0.8	1.0	1.0	137.0	78.0	93.0	167.0	57.0	89.0	105.0	16.1	1.0	1.0	23.0	13.0	32.0	1.0	Y
991340	Female	50	150	50	72.6	1.0	1.0	1.0	1.0	116.0	74.0	108.0	178.0	48.0	105.0	125.0	15.2	1.0	0.8	28.0	26.0	29.0	1.0	N
991341	Male	45	175	80	92.1	1.5	1.5	1.0	1.0	114.0	80.0	88.0	198.0	46.0	125.0	132.0	15.0	1.0	1.0	26.0	36.0	27.0	1.0	N
991342	Male	35	170	75	86.0	1.0	1.5	1.0	1.0	119.0	83.0	83.0	133.0	40.0	84.0	45.0	15.8	1.0	1.1	14.0	17.0	15.0	1.0	N
991343	Female	40	155	50	68.0	1.0	0.7	1.0	1.0	110.0	70.0	90.0	205.0	96.0	77.0	157.0	14.3	1.0	0.8	30.0	27.0	17.0	3.0	Y
991344	Male	25	175	60	72.0	1.5	1.0	1.0	1.0	119.0	74.0	69.0	122.0	38.0	73.0	53.0	14.5	1.0	0.8	21.0	14.0	17.0	1.0	N
991345	Male	50	160	70	90.5	1.0	1.5	1.0	1.0	133.0	79.0	99.0	225.0	39.0	153.0	163.0	15.8	1.0	0.9	24.0	43.0	36.0	3.0	Y

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample